{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "037f8c24",
   "metadata": {},
   "source": [
    "# LINGAM for Tabular Causal Discovery\n",
    "\n",
    "LINGAM can be used for causal discovery in tabular data. The algorithm works by first performing independent component analysis (ICA) on the \n",
    "observational data matrix X (#variables x #samples) to extract the mixing matrix A over the independent components (noise matrix) E (same size as X), i.e. solving X=AE. \n",
    "Then their algorithm uses the insight that to find the causal order, each sample x can be decomposed as, x = Bx + e, where B is a lower triangular \n",
    "matrix and e are the independent noise samples. Noticing that B = (I - A^-1), we solve for B, and find the permutation matrix P, such that PBP' is \n",
    "as close to a lower triangular matrix as possible.\n",
    "\n",
    "This algorithm makes the following assumptions: \n",
    "1. linear relationship between variables, \n",
    "2. non-Gaussianity of the error (regression residuals), \n",
    "3. The causal graph is a DAG, \n",
    "4. no hidden confounders. We do not support multi-processing for this algorithm."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "47b47f0d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline     \n",
    "import pickle as pkl\n",
    "import time\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "30960522",
   "metadata": {},
   "outputs": [],
   "source": [
    "from causalai.models.tabular.lingam import LINGAM\n",
    "\n",
    "from causalai.data.data_generator import DataGenerator\n",
    "# also importing data object, data transform object, and prior knowledge object, and the graph plotting function\n",
    "from causalai.data.tabular import TabularData\n",
    "from causalai.data.transforms.tabular import StandardizeTransform\n",
    "from causalai.models.common.prior_knowledge import PriorKnowledge\n",
    "from causalai.misc.misc import plot_graph, get_precision_recall, get_precision_recall_skeleton, make_symmetric"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3bb7e3f",
   "metadata": {},
   "source": [
    "## Load and Visualize Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c82421d",
   "metadata": {},
   "source": [
    "Load the dataset and visualize the ground truth causal graph. For the purpose of this example, we will use a synthetic dataset available in our repository."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c3d2edc3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'a': [],\n",
       " 'b': ['a', 'f'],\n",
       " 'c': ['b', 'f'],\n",
       " 'd': ['b', 'g'],\n",
       " 'e': ['f'],\n",
       " 'f': [],\n",
       " 'g': []}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fn = lambda x:x\n",
    "coef = 0.1\n",
    "sem = {\n",
    "        'a': [], \n",
    "        'b': [('a', coef, fn), ('f', coef, fn)], \n",
    "        'c': [('b', coef, fn), ('f', coef, fn)],\n",
    "        'd': [('b', coef, fn), ('g', coef, fn)],\n",
    "        'e': [('f', coef, fn)], \n",
    "        'f': [],\n",
    "        'g': [],\n",
    "        }\n",
    "T = 5000\n",
    "\n",
    "# var_names = [str(i) for i in range(5)]\n",
    "# sem = GenerateRandomTabularSEM(var_names=var_names, max_num_parents=2, seed=1)\n",
    "data_array, var_names, graph_gt = DataGenerator(sem, T=T, seed=0, discrete=False,\n",
    "                                                noise_fn=[np.random.rand]*len(sem.keys()))\n",
    "# data_array = np.random.randn(T, 7)\n",
    "# var_names = ['a', 'b', 'c', 'd', 'e', 'f', 'g']\n",
    "\n",
    "graph_gt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28524fe1",
   "metadata": {},
   "source": [
    "Now we perform the following operations:\n",
    "\n",
    "1. Standardize the data arrays\n",
    "2. Create the data object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a8acfb94",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "# 1.\n",
    "StandardizeTransform_ = StandardizeTransform()\n",
    "StandardizeTransform_.fit(data_array)\n",
    "\n",
    "data_trans = StandardizeTransform_.transform(data_array)\n",
    "\n",
    "# 2.\n",
    "data_obj = TabularData(data_trans, var_names=var_names)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85dde1ca",
   "metadata": {},
   "source": [
    "We visualize the data and graph below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2cebfdc3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "plot_graph(graph_gt, node_size=1000)\n",
    "\n",
    "\n",
    "\n",
    "for i, n in enumerate(var_names):\n",
    "    plt.plot(data_trans[-100:,i], label=n)\n",
    "plt.legend()\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "52d4a463",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "32601e85",
   "metadata": {},
   "source": [
    "## Causal Discovery (CD)\n",
    "\n",
    "For LINGAM algorithm, causal discovery can be performed for the whole graph (Full Causal Discovery). Targeted causal discovery (finding parents of a specific target variable) is not supported like some of the other algorithms in our library.\n",
    "\n",
    "Multiprocessing is not supported in LINGAM.\n",
    "\n",
    "Prior Knowledge is supported in LINGAM.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25110a27",
   "metadata": {},
   "source": [
    "### Full Causal Discovery"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6265ffbb",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "prior_knowledge = None #  PriorKnowledge(forbidden_links={'f': ['e']})\n",
    "\n",
    "lingam = LINGAM(\n",
    "        data=data_obj,\n",
    "        prior_knowledge=prior_knowledge\n",
    "        )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b2b8f20e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time taken: 0.17s\n",
      "\n",
      " The output result has keys: dict_keys(['a', 'b', 'c', 'd', 'e', 'f', 'g'])\n",
      " The output result[\"a\"] has keys: dict_keys(['value_dict', 'pvalue_dict', 'parents'])\n"
     ]
    }
   ],
   "source": [
    "tic = time.time()\n",
    "result = lingam.run(pvalue_thres=0.01)\n",
    "toc = time.time()\n",
    "print(f'Time taken: {toc-tic:.2f}s\\n')\n",
    "\n",
    "\n",
    "print(f' The output result has keys: {result.keys()}')\n",
    "print(f' The output result[\"a\"] has keys: {result[\"a\"].keys()}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b62ad272",
   "metadata": {},
   "source": [
    "The output _result_ has the variable names as its keys, and the value corresponding to each key is a dictionary with 3 keys, parents, value_dict and pvalue_dict. The first one is a list of the causal parents. The dictionary result['value_dict'] contains the strength of the link between the targeted variable and each of the candidate parents. The dictionary result['pvalue_dict'] contains the p-values of the said strength."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6fc53f69",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted parents:\n",
      "a: []\n",
      "b: ['f', 'a']\n",
      "c: ['f', 'b']\n",
      "d: ['g', 'b']\n",
      "e: ['f']\n",
      "f: []\n",
      "g: []\n",
      "\n",
      "Ground truth parents:\n",
      "a: []\n",
      "b: ['a', 'f']\n",
      "c: ['b', 'f']\n",
      "d: ['b', 'g']\n",
      "e: ['f']\n",
      "f: []\n",
      "g: []\n",
      "Precision 1.00, Recall: 1.00, F1 score: 1.00\n"
     ]
    }
   ],
   "source": [
    "print(f'Predicted parents:')\n",
    "graph_est={n:[] for n in result.keys()}\n",
    "for key in result.keys():\n",
    "    parents = result[key]['parents']\n",
    "    graph_est[key].extend(parents)\n",
    "    print(f'{key}: {parents}')\n",
    "\n",
    "print(f\"\\nGround truth parents:\")  \n",
    "for key in graph_gt.keys():\n",
    "    print(f'{key}: {graph_gt[key]}')\n",
    "\n",
    "precision, recall, f1_score = get_precision_recall(graph_est, graph_gt)\n",
    "print(f'Precision {precision:.2f}, Recall: {recall:.2f}, F1 score: {f1_score:.2f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8bed7fc",
   "metadata": {},
   "source": [
    "In general, we find that for tabular data, edge orientation in the causal discovery process is not as reliable as that in the case of time series data. This is because in time series, edges always go from past to future. But such information is absent in tabular data, which makes the edge orintation problem harder.\n",
    "\n",
    "However, we find that this is not for LIGAM algorithm, which recovers the edge orientation much more reliably compared to the other algorithms supported by CausalAI. Note however, that this is not a fair comparision because most of the other algorithms for continuous data assume Gaussian noise as opposed to non-Gaussian noise, which is the case for LINGAM.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "006649e3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "93f6c613",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a4fca9b5",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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